Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 3013 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 282.6 KiB |
| Average record size in memory | 96.0 B |
Variable types
| NUM | 9 |
|---|---|
| CAT | 2 |
| BOOL | 1 |
Reproduction
| Analysis started | 2021-01-08 02:29:18.926944 |
|---|---|
| Analysis finished | 2021-01-08 02:29:30.271959 |
| Duration | 11.35 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 3013 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3469.127116 |
|---|---|
| Minimum | 2 |
| Maximum | 6820 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 388.2 |
| Q1 | 1950 |
| median | 3561 |
| Q3 | 5016 |
| 95-th percentile | 6363.2 |
| Maximum | 6820 |
| Range | 6818 |
| Interquartile range (IQR) | 3066 |
Descriptive statistics
| Standard deviation | 1864.825383 |
|---|---|
| Coefficient of variation (CV) | 0.5375488764 |
| Kurtosis | -1.066624468 |
| Mean | 3469.127116 |
| Median Absolute Deviation (MAD) | 1544 |
| Skewness | -0.07563128932 |
| Sum | 10452480 |
| Variance | 3477573.709 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 6719 | 1 | < 0.1% | |
| 6276 | 1 | < 0.1% | |
| 1366 | 1 | < 0.1% | |
| 6518 | 1 | < 0.1% | |
| 1362 | 1 | < 0.1% | |
| 3409 | 1 | < 0.1% | |
| 1360 | 1 | < 0.1% | |
| 1356 | 1 | < 0.1% | |
| 3403 | 1 | < 0.1% | |
| 1354 | 1 | < 0.1% | |
| Other values (3003) | 3003 | 99.7% |
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6820 | 1 | < 0.1% | |
| 6818 | 1 | < 0.1% | |
| 6817 | 1 | < 0.1% | |
| 6815 | 1 | < 0.1% | |
| 6813 | 1 | < 0.1% |
| Distinct | 3013 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.5 KiB |
| Kenny Young | 1 |
|---|---|
| Antone Exum | 1 |
| Igor Olshansky | 1 |
| Javon Hargrave | 1 |
| Dante' Hall | 1 |
| Other values (3008) |
| Value | Count | Frequency (%) | |
| Kenny Young | 1 | < 0.1% | |
| Antone Exum | 1 | < 0.1% | |
| Igor Olshansky | 1 | < 0.1% | |
| Javon Hargrave | 1 | < 0.1% | |
| Dante' Hall | 1 | < 0.1% | |
| Mike Sims-Walker | 1 | < 0.1% | |
| Beau Sandland | 1 | < 0.1% | |
| Nick Vannett | 1 | < 0.1% | |
| Wayne Hunter | 1 | < 0.1% | |
| Chris Galippo | 1 | < 0.1% | |
| Other values (3003) | 3003 | 99.7% |
Frequencies of value counts
Unique
| Unique | 3013 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 27 |
|---|---|
| Median length | 13 |
| Mean length | 12.90939263 |
| Min length | 7 |
Pos
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.5 KiB |
| OL | |
|---|---|
| DB | |
| DL | |
| LB | |
| WR | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| OL | 659 | 21.9% | |
| DB | 590 | 19.6% | |
| DL | 584 | 19.4% | |
| LB | 393 | 13.0% | |
| WR | 301 | 10.0% | |
| RB | 268 | 8.9% | |
| TE | 218 | 7.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Ht
Real number (ℝ≥0)
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.03916362 |
|---|---|
| Minimum | 65 |
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 65 |
|---|---|
| 5-th percentile | 69 |
| Q1 | 72 |
| median | 74 |
| Q3 | 76 |
| 95-th percentile | 78 |
| Maximum | 81 |
| Range | 16 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.696917889 |
|---|---|
| Coefficient of variation (CV) | 0.03642555854 |
| Kurtosis | -0.4436535815 |
| Mean | 74.03916362 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.2750207079 |
| Sum | 223080 |
| Variance | 7.2733661 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) | |
| 76 | 442 | 14.7% | |
| 75 | 439 | 14.6% | |
| 73 | 360 | 11.9% | |
| 74 | 351 | 11.6% | |
| 77 | 303 | 10.1% | |
| 72 | 287 | 9.5% | |
| 71 | 231 | 7.7% | |
| 70 | 173 | 5.7% | |
| 78 | 158 | 5.2% | |
| 69 | 108 | 3.6% | |
| Other values (7) | 161 | 5.3% |
| Value | Count | Frequency (%) | |
| 65 | 1 | < 0.1% | |
| 66 | 4 | 0.1% | |
| 67 | 16 | 0.5% | |
| 68 | 42 | 1.4% | |
| 69 | 108 | 3.6% |
| Value | Count | Frequency (%) | |
| 81 | 2 | 0.1% | |
| 80 | 24 | 0.8% | |
| 79 | 72 | 2.4% | |
| 78 | 158 | 5.2% | |
| 77 | 303 | 10.1% |
Wt
Real number (ℝ≥0)
| Distinct | 189 |
|---|---|
| Distinct (%) | 6.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 252.0375041 |
|---|---|
| Minimum | 166 |
| Maximum | 370 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 166 |
|---|---|
| 5-th percentile | 189 |
| Q1 | 210 |
| median | 247 |
| Q3 | 300 |
| 95-th percentile | 323 |
| Maximum | 370 |
| Range | 204 |
| Interquartile range (IQR) | 90 |
Descriptive statistics
| Standard deviation | 46.34712537 |
|---|---|
| Coefficient of variation (CV) | 0.1838897966 |
| Kurtosis | -1.257092653 |
| Mean | 252.0375041 |
| Median Absolute Deviation (MAD) | 43 |
| Skewness | 0.2037557047 |
| Sum | 759389 |
| Variance | 2148.05603 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 309 | 44 | 1.5% | |
| 210 | 40 | 1.3% | |
| 303 | 39 | 1.3% | |
| 307 | 39 | 1.3% | |
| 204 | 38 | 1.3% | |
| 211 | 37 | 1.2% | |
| 209 | 37 | 1.2% | |
| 202 | 37 | 1.2% | |
| 306 | 36 | 1.2% | |
| 300 | 35 | 1.2% | |
| Other values (179) | 2631 | 87.3% |
| Value | Count | Frequency (%) | |
| 166 | 1 | < 0.1% | |
| 168 | 1 | < 0.1% | |
| 169 | 2 | 0.1% | |
| 170 | 1 | < 0.1% | |
| 171 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 370 | 1 | < 0.1% | |
| 369 | 1 | < 0.1% | |
| 366 | 1 | < 0.1% | |
| 358 | 1 | < 0.1% | |
| 355 | 3 | 0.1% |
Forty
Real number (ℝ≥0)
| Distinct | 148 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.818927979 |
|---|---|
| Minimum | 4.26 |
| Maximum | 9.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 4.26 |
|---|---|
| 5-th percentile | 4.41 |
| Q1 | 4.55 |
| median | 4.72 |
| Q3 | 5.06 |
| 95-th percentile | 5.4 |
| Maximum | 9.99 |
| Range | 5.73 |
| Interquartile range (IQR) | 0.51 |
Descriptive statistics
| Standard deviation | 0.395987359 |
|---|---|
| Coefficient of variation (CV) | 0.08217332999 |
| Kurtosis | 56.06475599 |
| Mean | 4.818927979 |
| Median Absolute Deviation (MAD) | 0.22 |
| Skewness | 4.730393578 |
| Sum | 14519.43 |
| Variance | 0.1568059885 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4.5 | 75 | 2.5% | |
| 4.65 | 62 | 2.1% | |
| 4.6 | 61 | 2.0% | |
| 4.62 | 61 | 2.0% | |
| 4.56 | 58 | 1.9% | |
| 4.53 | 57 | 1.9% | |
| 4.59 | 55 | 1.8% | |
| 4.51 | 49 | 1.6% | |
| 4.58 | 49 | 1.6% | |
| 4.52 | 47 | 1.6% | |
| Other values (138) | 2439 | 80.9% |
| Value | Count | Frequency (%) | |
| 4.26 | 1 | < 0.1% | |
| 4.28 | 3 | 0.1% | |
| 4.29 | 3 | 0.1% | |
| 4.3 | 3 | 0.1% | |
| 4.31 | 9 | 0.3% |
| Value | Count | Frequency (%) | |
| 9.99 | 6 | 0.2% | |
| 6 | 1 | < 0.1% | |
| 5.86 | 1 | < 0.1% | |
| 5.85 | 1 | < 0.1% | |
| 5.82 | 1 | < 0.1% |
Vertical
Real number (ℝ≥0)
| Distinct | 52 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.63923 |
|---|---|
| Minimum | 19.5 |
| Maximum | 45.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 19.5 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 29.5 |
| median | 33 |
| Q3 | 35.5 |
| 95-th percentile | 39.5 |
| Maximum | 45.5 |
| Range | 26 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.287588368 |
|---|---|
| Coefficient of variation (CV) | 0.1313630367 |
| Kurtosis | -0.3416012776 |
| Mean | 32.63923 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.1768741473 |
| Sum | 98342 |
| Variance | 18.38341402 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 34 | 146 | 4.8% | |
| 33.5 | 145 | 4.8% | |
| 35 | 141 | 4.7% | |
| 35.5 | 140 | 4.6% | |
| 33 | 139 | 4.6% | |
| 34.5 | 136 | 4.5% | |
| 32 | 133 | 4.4% | |
| 36 | 133 | 4.4% | |
| 32.5 | 116 | 3.8% | |
| 30 | 105 | 3.5% | |
| Other values (42) | 1679 | 55.7% |
| Value | Count | Frequency (%) | |
| 19.5 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 20.5 | 2 | 0.1% | |
| 21 | 4 | 0.1% | |
| 21.5 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 45.5 | 1 | < 0.1% | |
| 45 | 3 | 0.1% | |
| 44 | 1 | < 0.1% | |
| 43.5 | 4 | 0.1% | |
| 43 | 3 | 0.1% |
BenchReps
Real number (ℝ≥0)
| Distinct | 44 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.9724527 |
|---|---|
| Minimum | 2 |
| Maximum | 45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 16 |
| median | 21 |
| Q3 | 25 |
| 95-th percentile | 32 |
| Maximum | 45 |
| Range | 43 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.37435291 |
|---|---|
| Coefficient of variation (CV) | 0.3039393151 |
| Kurtosis | -0.03191149246 |
| Mean | 20.9724527 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.1986224611 |
| Sum | 63190 |
| Variance | 40.63237502 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) | |
| 19 | 193 | 6.4% | |
| 23 | 183 | 6.1% | |
| 21 | 181 | 6.0% | |
| 24 | 176 | 5.8% | |
| 20 | 171 | 5.7% | |
| 22 | 171 | 5.7% | |
| 17 | 170 | 5.6% | |
| 18 | 156 | 5.2% | |
| 15 | 148 | 4.9% | |
| 26 | 147 | 4.9% | |
| Other values (34) | 1317 | 43.7% |
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 5 | 0.2% | |
| 5 | 2 | 0.1% | |
| 6 | 7 | 0.2% |
| Value | Count | Frequency (%) | |
| 45 | 2 | 0.1% | |
| 44 | 1 | < 0.1% | |
| 43 | 1 | < 0.1% | |
| 42 | 3 | 0.1% | |
| 41 | 2 | 0.1% |
BroadJump
Real number (ℝ≥0)
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.4769333 |
|---|---|
| Minimum | 82 |
| Maximum | 140 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 82 |
|---|---|
| 5-th percentile | 96 |
| Q1 | 107 |
| median | 115 |
| Q3 | 120 |
| 95-th percentile | 128 |
| Maximum | 140 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.587640874 |
|---|---|
| Coefficient of variation (CV) | 0.08448977775 |
| Kurtosis | -0.3279653551 |
| Mean | 113.4769333 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.3628783329 |
| Sum | 341906 |
| Variance | 91.92285752 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 118 | 148 | 4.9% | |
| 121 | 140 | 4.6% | |
| 120 | 137 | 4.5% | |
| 115 | 137 | 4.5% | |
| 117 | 132 | 4.4% | |
| 116 | 118 | 3.9% | |
| 113 | 116 | 3.8% | |
| 114 | 115 | 3.8% | |
| 119 | 112 | 3.7% | |
| 112 | 103 | 3.4% | |
| Other values (47) | 1755 | 58.2% |
| Value | Count | Frequency (%) | |
| 82 | 2 | 0.1% | |
| 85 | 1 | < 0.1% | |
| 86 | 1 | < 0.1% | |
| 87 | 1 | < 0.1% | |
| 88 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 140 | 1 | < 0.1% | |
| 139 | 2 | 0.1% | |
| 138 | 1 | < 0.1% | |
| 137 | 1 | < 0.1% | |
| 136 | 3 | 0.1% |
Cone
Real number (ℝ≥0)
| Distinct | 274 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.194829074 |
|---|---|
| Minimum | 3.97 |
| Maximum | 9.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 3.97 |
|---|---|
| 5-th percentile | 6.6 |
| Q1 | 6.95 |
| median | 7.19 |
| Q3 | 7.58 |
| 95-th percentile | 8.1 |
| Maximum | 9.04 |
| Range | 5.07 |
| Interquartile range (IQR) | 0.63 |
Descriptive statistics
| Standard deviation | 0.7059513273 |
|---|---|
| Coefficient of variation (CV) | 0.09811926316 |
| Kurtosis | 7.664803669 |
| Mean | 7.194829074 |
| Median Absolute Deviation (MAD) | 0.29 |
| Skewness | -2.152367367 |
| Sum | 21678.02 |
| Variance | 0.4983672766 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 7.09 | 53 | 1.8% | |
| 7.07 | 47 | 1.6% | |
| 7.08 | 45 | 1.5% | |
| 7 | 45 | 1.5% | |
| 6.9 | 44 | 1.5% | |
| 6.96 | 39 | 1.3% | |
| 6.94 | 38 | 1.3% | |
| 7.15 | 37 | 1.2% | |
| 6.97 | 36 | 1.2% | |
| 7.12 | 36 | 1.2% | |
| Other values (264) | 2593 | 86.1% |
| Value | Count | Frequency (%) | |
| 3.97 | 1 | < 0.1% | |
| 3.99 | 1 | < 0.1% | |
| 4.03 | 1 | < 0.1% | |
| 4.04 | 1 | < 0.1% | |
| 4.07 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9.04 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 8.84 | 1 | < 0.1% | |
| 8.78 | 1 | < 0.1% | |
| 8.72 | 2 | 0.1% |
Shuttle
Real number (ℝ≥0)
| Distinct | 218 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.519064056 |
|---|---|
| Minimum | 3.75 |
| Maximum | 8.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 23.5 KiB |
Quantile statistics
| Minimum | 3.75 |
|---|---|
| 5-th percentile | 4.04 |
| Q1 | 4.21 |
| median | 4.38 |
| Q3 | 4.63 |
| 95-th percentile | 5.07 |
| Maximum | 8.28 |
| Range | 4.53 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.6098972767 |
|---|---|
| Coefficient of variation (CV) | 0.1349609718 |
| Kurtosis | 14.22807791 |
| Mean | 4.519064056 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 3.553528472 |
| Sum | 13615.94 |
| Variance | 0.3719746881 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4.4 | 69 | 2.3% | |
| 4.28 | 69 | 2.3% | |
| 4.2 | 62 | 2.1% | |
| 4.21 | 61 | 2.0% | |
| 4.25 | 61 | 2.0% | |
| 4.15 | 60 | 2.0% | |
| 4.07 | 55 | 1.8% | |
| 4.18 | 54 | 1.8% | |
| 4.32 | 52 | 1.7% | |
| 4.37 | 50 | 1.7% | |
| Other values (208) | 2420 | 80.3% |
| Value | Count | Frequency (%) | |
| 3.75 | 1 | < 0.1% | |
| 3.8 | 1 | < 0.1% | |
| 3.81 | 2 | 0.1% | |
| 3.82 | 3 | 0.1% | |
| 3.83 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8.28 | 1 | < 0.1% | |
| 8.15 | 1 | < 0.1% | |
| 8.13 | 1 | < 0.1% | |
| 8.06 | 1 | < 0.1% | |
| 8.02 | 1 | < 0.1% |
pro bowl?
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.5 KiB |
| 0 | |
|---|---|
| 1 | 260 |
| Value | Count | Frequency (%) | |
| 0 | 2753 | 91.4% | |
| 1 | 260 | 8.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Player | Pos | Ht | Wt | Forty | Vertical | BenchReps | BroadJump | Cone | Shuttle | pro bowl? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | Darnell Alford | OL | 76 | 334 | 5.56 | 25.0 | 23.0 | 94.0 | 8.48 | 4.98 | 0 |
| 1 | 7 | Corey Atkins | LB | 72 | 237 | 4.72 | 31.0 | 21.0 | 112.0 | 7.96 | 4.39 | 0 |
| 2 | 9 | Reggie Austin | DB | 69 | 175 | 4.44 | 35.0 | 17.0 | 119.0 | 7.03 | 4.14 | 0 |
| 3 | 11 | Mark Baniewicz | OL | 78 | 312 | 5.34 | 28.0 | 20.0 | 96.0 | 7.72 | 4.73 | 0 |
| 4 | 12 | Rashidi Barnes | DB | 72 | 208 | 4.62 | 35.0 | 10.0 | 114.0 | 6.92 | 4.32 | 0 |
| 5 | 13 | David Barrett | DB | 70 | 199 | 4.44 | 37.5 | 16.0 | 116.0 | 6.81 | 4.04 | 0 |
| 6 | 20 | Rogers Beckett | DB | 73 | 207 | 4.62 | 39.5 | 15.0 | 119.0 | 6.48 | 4.29 | 0 |
| 7 | 21 | Brad Bedell | OL | 76 | 302 | 5.07 | 31.5 | 17.0 | 103.0 | 7.76 | 4.58 | 0 |
| 8 | 22 | Marcus Bell-01 | LB | 74 | 237 | 4.78 | 31.5 | 21.0 | 111.0 | 7.17 | 4.33 | 0 |
| 9 | 24 | Michael Boireau | DL | 76 | 274 | 5.09 | 29.0 | 26.0 | 105.0 | 7.68 | 4.49 | 0 |
Last rows
| df_index | Player | Pos | Ht | Wt | Forty | Vertical | BenchReps | BroadJump | Cone | Shuttle | pro bowl? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3003 | 6804 | Evan Weaver | LB | 74 | 235 | 4.76 | 32.0 | 15.0 | 117.0 | 7.02 | 4.21 | 0 |
| 3004 | 6808 | Darryl Williams | OL | 75 | 310 | 5.23 | 25.5 | 23.0 | 102.0 | 7.88 | 4.76 | 0 |
| 3005 | 6809 | Raequan Williams | DL | 76 | 303 | 5.04 | 25.5 | 17.0 | 101.0 | 7.72 | 4.78 | 0 |
| 3006 | 6811 | Isaiah Wilson | OL | 79 | 340 | 5.32 | 29.0 | 26.0 | 110.0 | 8.26 | 5.07 | 0 |
| 3007 | 6812 | Logan Wilson | LB | 74 | 241 | 4.63 | 32.0 | 21.0 | 121.0 | 7.07 | 4.27 | 0 |
| 3008 | 6813 | Rob Windsor | DL | 76 | 285 | 4.90 | 28.5 | 21.0 | 111.0 | 7.47 | 4.44 | 0 |
| 3009 | 6815 | Tristan Wirfs | OL | 77 | 322 | 4.85 | 36.5 | 24.0 | 121.0 | 7.65 | 4.68 | 0 |
| 3010 | 6817 | Charlie Woerner | TE | 77 | 245 | 4.78 | 34.5 | 21.0 | 120.0 | 7.18 | 4.46 | 0 |
| 3011 | 6818 | D.J. Wonnum | DL | 77 | 254 | 4.73 | 34.5 | 20.0 | 123.0 | 7.25 | 4.44 | 0 |
| 3012 | 6820 | David Woodward | LB | 74 | 235 | 4.79 | 33.5 | 16.0 | 114.0 | 7.34 | 4.37 | 0 |